Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GraphGAN | 0.194 | No | GraphGAN: Graph Representation Learning with Gen... | 2017-11-22 | Code |
| 2 | Struc2vec | 0.19 | No | struc2vec: Learning Node Representations from St... | 2017-04-11 | Code |
| 3 | DeepWalk | 0.183 | No | DeepWalk: Online Learning of Social Representati... | 2014-03-26 | Code |
| 4 | LINE | 0.164 | No | LINE: Large-scale Information Network Embedding | 2015-03-12 | Code |
| 5 | node2vec | 0.1552 | No | node2vec: Scalable Feature Learning for Networks | 2016-07-03 | Code |
| 6 | DeepWalk | 0.1274 | No | node2vec: Scalable Feature Learning for Networks | 2016-07-03 | Code |